Skip to main content
Log in

A Novel Approach to Group Decision-Making with Interval-Valued Intuitionistic Fuzzy Preference Relations via Shapley Value

  • Published:
International Journal of Fuzzy Systems Aims and scope Submit manuscript

Abstract

This paper proposes a novel weighting approach to group decision-making (GDM) with interval-valued intuitionistic fuzzy preference relations (IVIFPRs) based on a fuzzy cooperative game method and the continuous interval-valued intuitionistic fuzzy ordered weighted averaging (CIVIFOWA) operator. First of all, a continuous IVIFPR (CIVIFPR) is defined based on the CIVIFOWA operator, and then considering the contribution of each decision-maker (DM), an iterative algorithm is designed to redistribute weights of DMs by using cooperative method. Moreover, a logarithm least optimal model is developed to deriving interval priority weights of IFPR and a two-stage resolution process is proposed for the GDM with IVIFPRs. Finally, a practical example with cooperation and competition is provided to verify the feasibility and efficiency of the proposed method. The characteristics of the proposed method are as follows: (1) the iterative algorithm is devoted to deriving DMs’ weights in GDM by using fuzzy cooperative game based on the CIVIFOWA operator in which the contribution of each DM’s opinion to the group indicates the rationality and importance in GDM of their opinions; (2) the weighting algorithm can be adjusted by modifying the attitude parameter based on the CIVIFOWA operator, which makes the proposed method more flexible.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

References

  1. Saaty, T.L.: A scaling method for priorities in hierarchy structures. J. Math. Psychol. 15, 234–281 (1977)

    Article  MATH  Google Scholar 

  2. Orlovsky, S.A.: Decision-making with a fuzzy preference relation. Fuzzy Sets Syst. 1(3), 155–167 (1978)

    Article  MathSciNet  MATH  Google Scholar 

  3. Xu, Z.S.: EOWA and EOWG operators for aggregating linguistic labels based on linguistic preference relations. Int. J. Uncertain. Fuzz. Knowl. Based Syst. 12(6), 791–810 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  4. Xu, Z.S.: Intuitionistic preference relations and their application in group decision making. Inf. Sci. 177(11), 2363–2379 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  5. Xu, Z.S.: On compatibility of interval fuzzy preference relations. Fuzzy Optim. Decis. Mak. 3(3), 217–225 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  6. Xu, Z.S.: An Approach to pure linguistic multiple attribute decision making under uncertainty. Int. J. Inf. Technol. Decis. 4(4), 197–206 (2011)

    Google Scholar 

  7. Atanassov, K., Gargov, G.: Interval-valued intuitionistic fuzzy sets. Fuzzy Sets Syst. 31(3), 343–349 (1989)

    Article  MathSciNet  MATH  Google Scholar 

  8. Xu, Z.S.: A method based on linguistic aggregation operators for group decision making with linguistic preference relations. Inf. Sci. 166(1–4), 19–30 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  9. Xu, Z.S., Chen, J.: An overview of distance and similarity measures of intuitionistic fuzzy sets. Int. J. Uncertain. Fuzz. Knowl. Based Syst. 16(4), 529–555 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  10. Xu, Z.S.: A C-OWA operator-based approach to decision making with interval fuzzy preference relation. Int. J. Intell. Syst. 21(12), 1289–1298 (2006)

    Article  MATH  Google Scholar 

  11. Xu, Z.S.: Consistency of interval fuzzy preference relations in group decision making. Appl. Soft. Comput. 11(5), 3898–3909 (2011)

    Article  Google Scholar 

  12. Chen, H.Y., Zhou, L.G.: A relative entropy approach to group decision making with interval reciprocal relations based on COWA operator. Group Decis. Negot. 21(4), 1–15 (2012)

    Article  Google Scholar 

  13. Wu, J., Li, J.C., Li, H., Duan, W.Q.: The induced continuous ordered weighted geometric operators and their application in group decision making. Comput. Ind. Eng. 56(4), 1545–1552 (2010)

    Article  Google Scholar 

  14. Yager, R.R., Xu, Z.S.: The continuous ordered weighted geometric operator and its application to decision making. Fuzzy Sets Syst. 157(10), 1393–1402 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  15. Xu, Z.S.: Uncertain linguistic aggregation operators based approach to multiple attribute group decision making under uncertain linguistic environment. Inf. Sci. 168(1–4), 171–184 (2004)

    Article  MATH  Google Scholar 

  16. Liao, H.C., Xu, Z.S.: Priorities of intuitionistic fuzzy preference relation based on multiplicative consistency. IEEE Trans. Fuzzy Syst. 22(6), 1669–1681 (2014)

    Article  Google Scholar 

  17. Xu, Z.S.: A method based on distance measure for interval-valued intuitionistic fuzzy group decision making. Inf. Sci. 180(1), 181–190 (2010)

    Article  MATH  Google Scholar 

  18. Saaty, T.L., Vargas, L.G.: Dispersion of group judgments. Math. Comput. Model. 46(7–8), 918–925 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  19. Dong, Y.C., Herrera-Viedma, E.: Consistency-driven automatic methodology to set interval numerical scales of 2-tuple linguistic term sets and its use in the linguistic GDM with preference relation. IEEE Trans. Cybern. 45(4), 780–792 (2014)

    Article  Google Scholar 

  20. Xu, Z.S., Cai, X.Q., Szmidt, E.: Algorithms for estimating missing elements of incomplete intuitionistic preference relations. Int. J. Intell. Syst. 26(9), 787–813 (2011)

    Article  Google Scholar 

  21. Liao, H., Xu, Z.S., Zeng, X.J., Merig, J.M.: Framework of group decision making with intuitionistic fuzzy preference information. IEEE Trans. Fuzzy Syst. 23(4), 1211–1227 (2015)

    Article  Google Scholar 

  22. Liao, H., Xu, Z.S., Zeng, X.J., Xu, D.L.: An enhanced consensus reaching process in group decision making with intuitionistic fuzzy preference relations. Inf. Sci. 329(SI), 274–286 (2015)

    Google Scholar 

  23. Xu, G.L., Wan, S.P., Wang, F., Dong, J.Y., Zeng, Y.F.: Mathematical programming methods for consistency and consensus in group decision making with intuitionistic fuzzy preference relations. Knowl. Based Syst. 98, 30–43 (2015)

    Article  Google Scholar 

  24. Liao, H.C., Xu, Z.S., Ma, X.: Multiplicative consistency of interval-valued intuitionistic fuzzy preference relation. J. Intell. Fuzzy Syst. 27(6), 2969–2985 (2014)

    MathSciNet  MATH  Google Scholar 

  25. Wan S.P., Wang F., Dong J.Y.: Additive consistent interval-valued Atanassov intuitionistic fuzzy preference relation and likelihood comparison algorithm based group decision making. Eur. J. Oper. Res. 263(2), 571–582 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  26. Yager, R.R.: On ordered weighted averaging aggregation operators in multi-criteria decision making. IEEE Trans. Syst. Man Cybern. Part B 18(1), 183–190 (1988)

    Article  MATH  Google Scholar 

  27. Wu, J., Cao, Q.W., Zhang, J.L.: An ILOWG operator based group decision making method and its application to evaluate the supplier criteria. Math. Comput. Model. 54(12), 19–34 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  28. Xu, Z.S.: Uncertain Multi-attribute Decision Making. Springer, Berlin (2004)

    Google Scholar 

  29. Xu, Z.S.: Uncertain linguistic aggregation operators based approach to multiple attribute group decision making under uncertain linguistic environment. Inf. Sci. 168(14), 171–184 (2004)

    Article  MATH  Google Scholar 

  30. Xu, Z.S.: An approach based on the uncertain LOWG and induced uncertain LOWG operators to group decision making with uncertain multiplicative linguistic preference relations. Decis. Support Syst. 41(2), 488–499 (2006)

    Article  Google Scholar 

  31. Yager, R.R.: OWA aggregation over a continuous interval argument with applications to decision making. IEEE Trans. Syst. Man Cybern. Part B 34(5), 1952–1963 (2004)

    Article  Google Scholar 

  32. Chen, H.Y., Zhou, L.G.: An approach to group decision making with interval fuzzy preference relations based on induced generalized continuous ordered weighted averaging operator. Expert Syst. Appl. 38(10), 13432–13440 (2011)

    Article  Google Scholar 

  33. Wu, J., Cao, Q.W., Zhang, J.L.: Some properties of the induced continuous ordered weighted geometric operators in group decision making. Comput. Ind. Eng. 59(1), 100–106 (2010)

    Article  Google Scholar 

  34. Zhou, L.G., Chen, H.Y.: Continuous generalized OWA operator and its application to decision making. Fuzzy Sets Syst. 168(1), 18–34 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  35. Zhou, L.G., Tao, Z.F., Chen, H.Y., Liu, J.P.: Continuous interval-valued intuitionistic fuzzy aggregation operators and their applications to group decision making. Appl. Math. Model. 38(7–8), 2190–2205 (2014)

    Article  MathSciNet  Google Scholar 

  36. Morente-Molinera, J.A., Prez, I.J., Ure, M.R., Herrera-Viedma, E.: Building and managing fuzzy ontologies with heterogeneous linguistic information. Knowl. Based Syst. 88, 154–164 (2015)

    Article  Google Scholar 

  37. Prez, I.J., Cabrerizo, F.J., Alonso, S., Herrera-Viedma, E.: A new consensus model for group decision making problems with non-homogeneous experts. IEEE Trans. Syst. Man Cybern. 44(4), 494–498 (2014)

    Article  Google Scholar 

  38. Wan, S.P., Wang, F., Dong, J.Y.: A preference degree for intuitionistic fuzzy values and application to multi-attribute group decision making. Inf. Sci. 370, 127–146 (2016)

    Article  MATH  Google Scholar 

  39. Ureña, M.R., Chiclana, F., Fujita, H., Herrera-Viedma, E.: Confidence-consistency driven group decision making approach with incomplete reciprocal intuitionistic preference relations. Knowl. Based Syst. 89, 86–96 (2015)

    Article  Google Scholar 

  40. Wan, S.P., Wang, F., Dong, J.Y.: A novel group decision making method with intuitionistic fuzzy preference relations for RFID technology selection. Appl. Soft. Comput. 38, 405–422 (2015)

    Article  Google Scholar 

  41. Xu, Z.S., Cai, X.Q.: Incomplete interval-valued intuitionistic fuzzy preference relations. Int. J. Gen. Syst. 38(8), 871–886 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  42. Xu, Z.S., Cai, X.Q.: Group decision making with incomplete interval-valued intuitionistic preference relations. Group Decis. Negot. 24(2), 193–215 (2015)

    Article  Google Scholar 

  43. Chen, Y.W., Larbani, M.: Two-person zero-sum game approach for fuzzy multiple attribute decision making problems. Fuzzy Sets Syst. 157(1), 34–51 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  44. Al-Mutairi, M.S.: Two-decision-maker cooperative games with fuzzy preferences. In: IEEE International Conference on Industrial Engineering and Engineering Management, pp. 6–12. IEEE (2010)

  45. Madani, K., Lund, J.R.: A monte-carlo game theoretic approach for multi-criteria decision making under uncertainty. Adv. Water Resour. 34(5), 607–616 (2011)

    Article  Google Scholar 

  46. Shapley, L.S.: The Shapley Value. Cambridge University Press, Cambridge (1988)

    Google Scholar 

  47. Tsurumi, M., Tanino, T., Inuiguchi, M.: A Shapley function on a class of cooperative fuzzy games. Eur. J. Oper. Res. 129(129), 596–618 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  48. Tao, Z.F., Liu, X., Chen, H.Y., Chen, Z.Q.: Group decision making with fuzzy linguistic preference relations via cooperative games method. Comput. Ind. Eng. 83, 184–192 (2015)

    Article  Google Scholar 

  49. Xu, Z.S.: Group decision making based on multiple types of linguistic preference relations. Inf. Sci. 178(2), 452–467 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  50. Yue, Z.: Developing a straightforward approach for group decision making based on determining weights of decision makers [J]. Appl. Math. Model. 36(9), 4106–4117 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  51. Wan, S.P., Xu, G.L., Dong, J.Y.: A novel method for group decision making with interval-valued Atanassov intuitionistic fuzzy preference relations. Inf. Sci. 372, 53–71 (2016)

    Article  Google Scholar 

  52. Atanassov, K.T., Rangasamy, P.: Intuitionistic fuzzy sets. Fuzzy Sets Syst. 20(1), 87–96 (1986)

    Article  MATH  Google Scholar 

  53. Xu, Z.S., Yager, R.R.: Some geometric aggregation operators based on intuitionistic fuzzy sets. Int. J. Gen. Syst. 35(4), 417–433 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  54. Xu, Z.S., Chen, J.: Approach to group decision making based on interval-valued intuitionistic judgment matrices. Syst. Eng. Theory Pract. 27(4), 126–133 (2007)

    Article  MathSciNet  Google Scholar 

  55. Zhou, L.G., Jin, F.F., Chen, H.Y., Liu, J.P.: Continuous intuitionistic fuzzy ordered weighted distance measure and its application to group decision making. Technol. Econ. Dev. Econ. 22(1), 75–99 (2016)

    Article  Google Scholar 

  56. Von Neumann, J.: On the theory of games of strategy. Ann. Math. Stud. 40(1), 13–42 (1959)

    MathSciNet  MATH  Google Scholar 

  57. Kalai, E., Samet, D.: On weighted Shapley values. Int. J. Game Theory 16(3), 205–222 (1987)

    Article  MathSciNet  MATH  Google Scholar 

  58. Meng, F.Y., Zhang, Q.: The Shapley value on a kind of cooperative fuzzy games. J. Comput. Inf. Syst. 7(6), 1846–1854 (2011)

    Google Scholar 

  59. Owen, G.: Game Theory. Academic Press, Millbrae, California (1995)

    MATH  Google Scholar 

  60. Gong, Z.W., Li, L.S., Forrest, J., Zhao, Y.: The optimal priority models of the intuitionistic fuzzy preference relation and their application in selecting industries with higher meteorological sensitivity. Expert Syst. Appl. 38(4), 4394–4402 (2011)

    Article  Google Scholar 

  61. Xu, Z.S.: Methods for aggregating interval-valued intuitionistic fuzzy information and their application to decision making. Control Decis. 22(2), 215–219 (2007)

    Google Scholar 

  62. Xu, Z.S., Yager, R.R.: Intuitionistic and interval-valued intuitionistic fuzzy preference relations and their measures of similarity for the evaluation of agreement within a group. Fuzzy Optim. Decis. Mak. 8, 123–139 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  63. Wan, S.P., Xu, J., Dong, J.Y.: Aggregating decision information into interval-valued intuitionistic fuzzy numbers for heterogeneous multi-attribute group decision making. Knowl. Based Syst. 113, 155–170 (2016)

    Article  Google Scholar 

  64. Wan, S.P., Li, D.F.: Fuzzy mathematical programming approach to heterogeneous multiattribute decision-making with interval-valued intuitionistic fuzzy truth degree. Inf. Sci. 325, 484–503 (2015)

    Article  MathSciNet  Google Scholar 

  65. Wan, S.P., Dong, J.Y.: Interval-valued intutionistic fuzzy mathematical programming method for hybrid multi-criteria group decision making with interval-valued intuitionistic fuzzy truth degree. Inf. Fusion 26, 49–65 (2015)

    Article  Google Scholar 

Download references

Acknowledgements

The work was supported by National Natural Science Foundation of China (Nos. 71771001, 71701001, 71301001, 71371011, 71501002), Project of Anhui Province for Excellent Young Talents, the Doctoral Scientific Research Foundation of Anhui University, Anhui Provincial Natural Science Foundation (No. 1508085QG149), Provincial Natural Science Research Project of Anhui Colleges (Nos. KJ2015A379, KJ2017A026), and the Scientific Research and Development Foundation of Hefei University (No. 12KY02ZD), Anhui Provincial Philosophy and Social Science Program (No. AHSKQ2016D13), Scientific Research and Training Program of Anhui University (Nos. KYXL2016006, KYXL2017007), Innovation and Training Program of Anhui University (Nos. 201710357207, 201710357460).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Ligang Zhou.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhou, H., Ma, X., Zhou, L. et al. A Novel Approach to Group Decision-Making with Interval-Valued Intuitionistic Fuzzy Preference Relations via Shapley Value. Int. J. Fuzzy Syst. 20, 1172–1187 (2018). https://doi.org/10.1007/s40815-017-0412-0

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s40815-017-0412-0

Keywords

Navigation